Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	390
Missing cells	23
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	40.7 KiB
Average record size in memory	107.0 B

Variable types

Numeric	13
Categorical	2

Alerts

`BMI` is highly overall correlated with `Weight` and 2 other fields	High correlation
`CLASS` is highly overall correlated with `glyhb` and 1 other fields	High correlation
`Diastolic_Blood_Pressure` is highly overall correlated with `Systolic_Blood_Pressure`	High correlation
`Gender` is highly overall correlated with `Height`	High correlation
`Height` is highly overall correlated with `Gender`	High correlation
`Systolic_Blood_Pressure` is highly overall correlated with `Diastolic_Blood_Pressure`	High correlation
`Weight` is highly overall correlated with `BMI` and 2 other fields	High correlation
`glyhb` is highly overall correlated with `CLASS` and 1 other fields	High correlation
`hdl` is highly overall correlated with `ratio`	High correlation
`hip` is highly overall correlated with `BMI` and 2 other fields	High correlation
`ratio` is highly overall correlated with `hdl`	High correlation
`stab.glu` is highly overall correlated with `CLASS` and 1 other fields	High correlation
`waist` is highly overall correlated with `BMI` and 2 other fields	High correlation
`Systolic_Blood_Pressure` has 5 (1.3%) missing values	Missing
`Diastolic_Blood_Pressure` has 5 (1.3%) missing values	Missing

Reproduction

Analysis started	2024-04-12 18:10:21.398861
Analysis finished	2024-04-12 18:11:10.633016
Duration	49.23 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

chol
Real number (ℝ)

Distinct	153
Distinct (%)	39.3%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	207.27506

Minimum	78
Maximum	443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	78
5-th percentile	144.4
Q1	179
median	203
Q3	229
95-th percentile	290.8
Maximum	443
Range	365
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	44.71495
Coefficient of variation (CV)	0.21572759
Kurtosis	2.6657693
Mean	207.27506
Median Absolute Deviation (MAD)	25
Skewness	0.9582663
Sum	80630
Variance	1999.4267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
179	11	2.8%
204	9	2.3%
194	7	1.8%
219	7	1.8%
215	7	1.8%
199	6	1.5%
203	6	1.5%
181	5	1.3%
209	5	1.3%
173	5	1.3%
Other values (143)	321	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78	1	0.3%
115	1	0.3%
118	1	0.3%
122	1	0.3%
128	1	0.3%
129	1	0.3%
132	2	0.5%
134	2	0.5%
135	2	0.5%
136	1	0.3%

Value	Count	Frequency (%)
443	1	0.3%
404	1	0.3%
347	1	0.3%
342	1	0.3%
337	1	0.3%
322	1	0.3%
318	1	0.3%
307	1	0.3%
306	1	0.3%
305	1	0.3%

stab.glu
Real number (ℝ)

HIGH CORRELATION

Distinct	116
Distinct (%)	29.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.33846

Minimum	48
Maximum	385
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	48
5-th percentile	68
Q1	81
median	90
Q3	107.75
95-th percentile	234.1
Maximum	385
Range	337
Interquartile range (IQR)	26.75

Descriptive statistics

Standard deviation	53.798188
Coefficient of variation (CV)	0.50120141
Kurtosis	7.9059129
Mean	107.33846
Median Absolute Deviation (MAD)	12
Skewness	2.7111213
Sum	41862
Variance	2894.245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	18	4.6%
81	15	3.8%
92	14	3.6%
84	12	3.1%
87	12	3.1%
77	11	2.8%
83	11	2.8%
82	10	2.6%
76	10	2.6%
74	10	2.6%
Other values (106)	267	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48	1	0.3%
52	1	0.3%
54	1	0.3%
56	2	0.5%
57	1	0.3%
58	1	0.3%
59	1	0.3%
60	1	0.3%
62	1	0.3%
64	2	0.5%

Value	Count	Frequency (%)
385	1	0.3%
371	1	0.3%
369	1	0.3%
342	1	0.3%
341	1	0.3%
330	1	0.3%
299	1	0.3%
297	1	0.3%
279	1	0.3%
270	2	0.5%

hdl
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	19.3%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	50.267352

Minimum	12
Maximum	120
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	12
5-th percentile	29.4
Q1	38
median	46
Q3	59
95-th percentile	85.6
Maximum	120
Range	108
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.301317
Coefficient of variation (CV)	0.34418595
Kurtosis	2.109795
Mean	50.267352
Median Absolute Deviation (MAD)	10
Skewness	1.2272745
Sum	19554
Variance	299.33556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	21	5.4%
44	20	5.1%
36	20	5.1%
34	18	4.6%
42	15	3.8%
40	14	3.6%
37	11	2.8%
54	11	2.8%
58	9	2.3%
48	9	2.3%
Other values (65)	241	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	0.3%
14	1	0.3%
23	1	0.3%
24	5	1.3%
25	1	0.3%
26	3	0.8%
28	4	1.0%
29	4	1.0%
30	5	1.3%
31	5	1.3%

Value	Count	Frequency (%)
120	1	0.3%
118	1	0.3%
117	1	0.3%
114	1	0.3%
110	1	0.3%
108	1	0.3%
100	1	0.3%
94	1	0.3%
92	4	1.0%
91	1	0.3%

ratio
Real number (ℝ)

HIGH CORRELATION

Distinct	69
Distinct (%)	17.7%
Missing	1
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.5264781

Minimum	1.5
Maximum	19.299999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1.5
5-th percentile	2.5
Q1	3.2
median	4.1999998
Q3	5.4000001
95-th percentile	7.3000002
Maximum	19.299999
Range	17.799999
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.7384799
Coefficient of variation (CV)	0.384069
Kurtosis	13.522397
Mean	4.5264781
Median Absolute Deviation (MAD)	1.0999999
Skewness	2.2409389
Sum	1760.8
Variance	3.0223125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.599999905	15	3.8%
5.300000191	14	3.6%
3	14	3.6%
3.099999905	13	3.3%
2.900000095	12	3.1%
4.300000191	12	3.1%
4.099999905	12	3.1%
3.299999952	11	2.8%
3.900000095	11	2.8%
5.099999905	11	2.8%
Other values (59)	264	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	1	0.3%
1.899999976	1	0.3%
2	1	0.3%
2.099999905	1	0.3%
2.200000048	4	1.0%
2.299999952	2	0.5%
2.400000095	6	1.5%
2.5	6	1.5%
2.599999905	10	2.6%
2.700000048	7	1.8%

Value	Count	Frequency (%)
19.29999924	1	0.3%
12.19999981	1	0.3%
10.60000038	1	0.3%
9.399999619	1	0.3%
8.899999619	2	0.5%
8.699999809	1	0.3%
8.300000191	1	0.3%
8	1	0.3%
7.900000095	2	0.5%
7.800000191	2	0.5%

glyhb
Real number (ℝ)

HIGH CORRELATION

Distinct	239
Distinct (%)	61.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5897692

Minimum	2.6800001
Maximum	16.110001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	2.6800001
5-th percentile	3.75
Q1	4.3800001
median	4.8400002
Q3	5.5999999
95-th percentile	10.9165
Maximum	16.110001
Range	13.430001
Interquartile range (IQR)	1.2199998

Descriptive statistics

Standard deviation	2.2425948
Coefficient of variation (CV)	0.40119632
Kurtosis	5.1064866
Mean	5.5897692
Median Absolute Deviation (MAD)	0.55999994
Skewness	2.2461247
Sum	2180.01
Variance	5.0292316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.670000076	6	1.5%
4.400000095	6	1.5%
4.309999943	5	1.3%
4.409999847	5	1.3%
5.349999905	5	1.3%
4.659999847	5	1.3%
5.230000019	4	1.0%
4.610000134	4	1.0%
4.949999809	4	1.0%
4.380000114	4	1.0%
Other values (229)	342	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.680000067	1	0.3%
2.730000019	1	0.3%
2.849999905	2	0.5%
3.029999971	1	0.3%
3.329999924	1	0.3%
3.410000086	1	0.3%
3.440000057	1	0.3%
3.549999952	2	0.5%
3.559999943	1	0.3%
3.579999924	1	0.3%

Value	Count	Frequency (%)
16.11000061	1	0.3%
15.52000046	1	0.3%
14.93999958	1	0.3%
14.31000042	1	0.3%
13.69999981	1	0.3%
13.63000011	1	0.3%
13.60000038	1	0.3%
13.06000042	1	0.3%
12.97000027	1	0.3%
12.73999977	1	0.3%

Age
Real number (ℝ)

Distinct	68
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.774359

Minimum	19
Maximum	92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	19
5-th percentile	22
Q1	34
median	44.5
Q3	60
95-th percentile	76
Maximum	92
Range	73
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	16.435911
Coefficient of variation (CV)	0.35138721
Kurtosis	-0.6631611
Mean	46.774359
Median Absolute Deviation (MAD)	13.5
Skewness	0.33290667
Sum	18242
Variance	270.13919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	16	4.1%
36	13	3.3%
41	12	3.1%
43	12	3.1%
37	11	2.8%
38	11	2.8%
63	11	2.8%
60	10	2.6%
50	10	2.6%
20	10	2.6%
Other values (58)	274	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	2	0.5%
20	10	2.6%
21	6	1.5%
22	5	1.3%
23	7	1.8%
24	1	0.3%
25	4	1.0%
26	6	1.5%
27	9	2.3%
28	8	2.1%

Value	Count	Frequency (%)
92	1	0.3%
91	1	0.3%
89	1	0.3%
84	1	0.3%
83	1	0.3%
82	2	0.5%
81	1	0.3%
80	2	0.5%
79	2	0.5%
78	4	1.0%

Gender
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	642.0 B

female	228
male	162

Length

Max length	6
Median length	6
Mean length	5.1692308
Min length	4

Characters and Unicode

Total characters	2016
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	female
2nd row	female
3rd row	female
4th row	male
5th row	male

Common Values

Value	Count	Frequency (%)
female	228	58.5%
male	162	41.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	228	58.5%
male	162	41.5%

Most occurring characters

Value	Count	Frequency (%)
e	618	30.7%
m	390	19.3%
a	390	19.3%
l	390	19.3%
f	228	11.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2016	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	618	30.7%
m	390	19.3%
a	390	19.3%
l	390	19.3%
f	228	11.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2016	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	618	30.7%
m	390	19.3%
a	390	19.3%
l	390	19.3%
f	228	11.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2016	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	618	30.7%
m	390	19.3%
a	390	19.3%
l	390	19.3%
f	228	11.3%

Height
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	5.7%
Missing	3
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	65.979328

Minimum	52
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	52
5-th percentile	60
Q1	63
median	66
Q3	69
95-th percentile	72
Maximum	76
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.9267366
Coefficient of variation (CV)	0.05951465
Kurtosis	-0.21097518
Mean	65.979328
Median Absolute Deviation (MAD)	3
Skewness	0.016563487
Sum	25534
Variance	15.419261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
63	40	10.3%
69	37	9.5%
67	36	9.2%
65	33	8.5%
62	32	8.2%
64	32	8.2%
66	31	7.9%
68	26	6.7%
70	22	5.6%
71	21	5.4%
Other values (12)	77	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52	1	0.3%
55	1	0.3%
56	1	0.3%
58	3	0.8%
59	9	2.3%
60	10	2.6%
61	20	5.1%
62	32	8.2%
63	40	10.3%
64	32	8.2%

Value	Count	Frequency (%)
76	2	0.5%
75	3	0.8%
74	5	1.3%
73	8	2.1%
72	14	3.6%
71	21	5.4%
70	22	5.6%
69	37	9.5%
68	26	6.7%
67	36	9.2%

Weight
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.20256

Minimum	103.5
Maximum	322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	103.5
5-th percentile	119.45
Q1	149.5
median	172.25
Q3	196.75
95-th percentile	250.55
Maximum	322
Range	218.5
Interquartile range (IQR)	47.25

Descriptive statistics

Standard deviation	39.300863
Coefficient of variation (CV)	0.22304365
Kurtosis	0.84381342
Mean	176.20256
Median Absolute Deviation (MAD)	23.75
Skewness	0.77717299
Sum	68719
Variance	1544.5578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
173.5	8	2.1%
165	6	1.5%
120	5	1.3%
168.5	5	1.3%
163	5	1.3%
199	5	1.3%
180	5	1.3%
159	5	1.3%
185	5	1.3%
183	5	1.3%
Other values (193)	336	86.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103.5	1	0.3%
104.5	1	0.3%
105	1	0.3%
107.5	1	0.3%
109	2	0.5%
110	1	0.3%
111	1	0.3%
113	1	0.3%
114	1	0.3%
115	4	1.0%

Value	Count	Frequency (%)
322	1	0.3%
317	1	0.3%
308	1	0.3%
285.5	1	0.3%
283.5	1	0.3%
280.5	1	0.3%
279.5	1	0.3%
277	1	0.3%
275	1	0.3%
272.5	1	0.3%

BMI
Real number (ℝ)

HIGH CORRELATION

Distinct	356
Distinct (%)	92.0%
Missing	3
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	28.597051

Minimum	16.00193
Maximum	55.26514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	16.00193
5-th percentile	19.539222
Q1	24.132565
median	27.64079
Q3	31.93694
95-th percentile	40.612259
Maximum	55.26514
Range	39.26321
Interquartile range (IQR)	7.804375

Descriptive statistics

Standard deviation	6.4398836
Coefficient of variation (CV)	0.22519397
Kurtosis	0.93633767
Mean	28.597051
Median Absolute Deviation (MAD)	3.84694
Skewness	0.8416397
Sum	11067.059
Variance	41.472101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.61444	3	0.8%
30.69459	3	0.8%
29.38395	3	0.8%
27.17097	3	0.8%
21.43185	2	0.5%
29.0783	2	0.5%
28.18891	2	0.5%
27.24125	2	0.5%
34.95163	2	0.5%
25.05811	2	0.5%
Other values (346)	363	93.1%
(Missing)	3	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.00193	1	0.3%
16.34353	1	0.3%
17.21633	1	0.3%
17.3598	1	0.3%
17.91391	1	0.3%
17.93431	1	0.3%
18.02124	1	0.3%
18.13657	1	0.3%
18.55946	1	0.3%
18.7926	1	0.3%

Value	Count	Frequency (%)
55.26514	1	0.3%
50.56853	1	0.3%
49.50579	1	0.3%
48.61723	1	0.3%
47.13746	1	0.3%
45.47868	1	0.3%
45.07773	1	0.3%
44.30321	1	0.3%
44.2077	1	0.3%
43.39506	1	0.3%

Systolic_Blood_Pressure
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	71
Distinct (%)	18.4%
Missing	5
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	137.14805

Minimum	90
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	90
5-th percentile	106.4
Q1	121
median	136
Q3	148
95-th percentile	179.8
Maximum	250
Range	160
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	22.997427
Coefficient of variation (CV)	0.16768322
Kurtosis	2.3299738
Mean	137.14805
Median Absolute Deviation (MAD)	14
Skewness	1.0913893
Sum	52802
Variance	528.88167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	35	9.0%
130	30	7.7%
110	26	6.7%
138	19	4.9%
120	18	4.6%
150	17	4.4%
142	16	4.1%
122	13	3.3%
136	13	3.3%
118	12	3.1%
Other values (61)	186	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90	1	0.3%
98	1	0.3%
100	7	1.8%
102	2	0.5%
103	1	0.3%
104	3	0.8%
105	2	0.5%
106	3	0.8%
108	7	1.8%
110	26	6.7%

Value	Count	Frequency (%)
250	1	0.3%
230	1	0.3%
220	1	0.3%
218	1	0.3%
212	1	0.3%
200	1	0.3%
199	1	0.3%
190	5	1.3%
186	1	0.3%
184	1	0.3%

Diastolic_Blood_Pressure
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	56
Distinct (%)	14.5%
Missing	5
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	83.285714

Minimum	48
Maximum	124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	48
5-th percentile	62
Q1	75
median	82
Q3	90
95-th percentile	109.6
Maximum	124
Range	76
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	13.582366
Coefficient of variation (CV)	0.16308158
Kurtosis	0.077513885
Mean	83.285714
Median Absolute Deviation (MAD)	8
Skewness	0.24526787
Sum	32065
Variance	184.48065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	37	9.5%
80	28	7.2%
78	22	5.6%
82	21	5.4%
70	17	4.4%
86	16	4.1%
100	16	4.1%
88	15	3.8%
75	14	3.6%
72	14	3.6%
Other values (46)	185	47.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48	1	0.3%
50	2	0.5%
52	1	0.3%
53	1	0.3%
56	1	0.3%
58	3	0.8%
59	1	0.3%
60	6	1.5%
61	1	0.3%
62	5	1.3%

Value	Count	Frequency (%)
124	1	0.3%
122	1	0.3%
120	2	0.5%
118	2	0.5%
115	2	0.5%
114	1	0.3%
112	2	0.5%
110	9	2.3%
108	1	0.3%
106	1	0.3%

waist
Real number (ℝ)

HIGH CORRELATION

Distinct	30
Distinct (%)	7.7%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	37.896907

Minimum	26
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	26
5-th percentile	29
Q1	33
median	37
Q3	41
95-th percentile	48
Maximum	56
Range	30
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.7627235
Coefficient of variation (CV)	0.15206316
Kurtosis	-0.15563905
Mean	37.896907
Median Absolute Deviation (MAD)	4
Skewness	0.46717168
Sum	14704
Variance	33.208983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
37	31	7.9%
40	27	6.9%
38	27	6.9%
33	26	6.7%
36	25	6.4%
34	23	5.9%
39	23	5.9%
32	21	5.4%
31	21	5.4%
35	19	4.9%
Other values (20)	145	37.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	2	0.5%
27	1	0.3%
28	7	1.8%
29	11	2.8%
30	10	2.6%
31	21	5.4%
32	21	5.4%
33	26	6.7%
34	23	5.9%
35	19	4.9%

Value	Count	Frequency (%)
56	1	0.3%
55	1	0.3%
53	2	0.5%
52	2	0.5%
51	4	1.0%
50	3	0.8%
49	6	1.5%
48	8	2.1%
47	7	1.8%
46	9	2.3%

hip
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	8.2%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	43.033505

Minimum	30
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	30
5-th percentile	35
Q1	39
median	42
Q3	46
95-th percentile	54
Maximum	64
Range	34
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.6492126
Coefficient of variation (CV)	0.13127475
Kurtosis	0.87799803
Mean	43.033505
Median Absolute Deviation (MAD)	3
Skewness	0.79830729
Sum	16697
Variance	31.913603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
39	35	9.0%
41	35	9.0%
40	33	8.5%
38	28	7.2%
43	28	7.2%
42	27	6.9%
47	22	5.6%
44	21	5.4%
46	20	5.1%
45	20	5.1%
Other values (22)	119	30.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	0.3%
32	1	0.3%
33	8	2.1%
34	5	1.3%
35	11	2.8%
36	6	1.5%
37	15	3.8%
38	28	7.2%
39	35	9.0%
40	33	8.5%

Value	Count	Frequency (%)
64	1	0.3%
62	2	0.5%
60	1	0.3%
59	1	0.3%
58	5	1.3%
57	2	0.5%
56	1	0.3%
55	2	0.5%
54	6	1.5%
53	5	1.3%

CLASS
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	650.0 B

1	298
3	67
2	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	390
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	3

Common Values

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Most occurring characters

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	390	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	390	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	390	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	298	76.4%
3	67	17.2%
2	25	6.4%

Auto

Heatmap
Table

	Age	BMI	CLASS	Diastolic_Blood_Pressure	Gender	Height	Systolic_Blood_Pressure	Weight	chol	glyhb	hdl	hip	ratio	stab.glu	waist
Age	1.000	0.014	0.269	0.084	0.071	-0.067	0.467	-0.007	0.283	0.430	-0.051	0.036	0.191	0.339	0.166
BMI	0.014	1.000	0.034	0.195	0.262	-0.248	0.160	0.835	0.129	0.211	-0.244	0.878	0.315	0.184	0.806
CLASS	0.269	0.034	1.000	0.022	0.000	0.051	0.249	0.167	0.140	0.734	-0.180	0.158	0.224	0.525	0.269
Diastolic_Blood_Pressure	0.084	0.195	0.022	1.000	0.015	0.056	0.590	0.185	0.183	0.053	0.057	0.188	0.037	0.086	0.193
Gender	0.071	0.262	0.000	0.015	1.000	0.709	0.070	0.101	-0.028	0.062	-0.135	-0.282	0.111	0.037	-0.047
Height	-0.067	-0.248	0.051	0.056	0.709	1.000	0.012	0.278	-0.118	0.036	-0.140	-0.115	0.065	0.028	0.061
Systolic_Blood_Pressure	0.467	0.160	0.249	0.590	0.070	0.012	1.000	0.149	0.208	0.285	-0.030	0.177	0.121	0.272	0.227
Weight	-0.007	0.835	0.167	0.185	0.101	0.278	0.149	1.000	0.065	0.229	-0.324	0.807	0.354	0.206	0.839
chol	0.283	0.129	0.140	0.183	-0.028	-0.118	0.208	0.065	1.000	0.229	0.146	0.116	0.400	0.135	0.117
glyhb	0.430	0.211	0.734	0.053	0.062	0.036	0.285	0.229	0.229	1.000	-0.192	0.225	0.292	0.531	0.313
hdl	-0.051	-0.244	-0.180	0.057	-0.135	-0.140	-0.030	-0.324	0.146	-0.192	1.000	-0.219	-0.813	-0.202	-0.307
hip	0.036	0.878	0.158	0.188	-0.282	-0.115	0.177	0.807	0.116	0.225	-0.219	1.000	0.295	0.200	0.833
ratio	0.191	0.315	0.224	0.037	0.111	0.065	0.121	0.354	0.400	0.292	-0.813	0.295	1.000	0.248	0.371
stab.glu	0.339	0.184	0.525	0.086	0.037	0.028	0.272	0.206	0.135	0.531	-0.202	0.200	0.248	1.000	0.246
waist	0.166	0.806	0.269	0.193	-0.047	0.061	0.227	0.839	0.117	0.313	-0.307	0.833	0.371	0.246	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	chol	stab.glu	hdl	ratio	glyhb	Age	Gender	Height	Weight	BMI	Systolic_Blood_Pressure	Diastolic_Blood_Pressure	waist	hip	CLASS
0	203.0	82	56.0	3.6	4.31	46	female	62.0	120.0	21.94589	118.0	59.0	29.0	38.0	1
1	165.0	97	24.0	6.9	4.44	29	female	64.0	218.0	37.41553	112.0	68.0	46.0	48.0	1
2	228.0	92	37.0	6.2	4.64	58	female	61.0	249.5	47.13746	190.0	92.0	49.0	57.0	1
3	78.0	93	12.0	6.5	4.63	67	male	67.0	120.0	18.79260	110.0	50.0	33.0	38.0	1
4	249.0	90	28.0	8.9	7.72	64	male	68.0	181.0	27.51795	138.0	80.0	44.0	41.0	3
5	248.0	94	69.0	3.6	4.81	34	male	71.0	188.0	26.21781	132.0	86.0	36.0	42.0	1
6	195.0	92	41.0	4.8	4.84	30	male	69.0	185.5	27.39057	161.0	112.0	46.0	49.0	1
7	227.0	75	44.0	5.2	3.94	37	male	59.0	170.0	34.33209	NaN	NaN	34.0	39.0	1
8	177.0	87	49.0	3.6	4.84	45	male	69.0	166.0	24.51124	160.0	80.0	34.0	40.0	1
9	263.0	89	40.0	6.6	5.78	55	female	63.0	200.0	35.42454	108.0	72.0	45.0	50.0	3

	chol	stab.glu	hdl	ratio	glyhb	Age	Gender	Height	Weight	BMI	Systolic_Blood_Pressure	Diastolic_Blood_Pressure	waist	hip	CLASS
380	221.0	126	48.0	4.6	5.530000	59	female	62.0	173.5	31.73010	130.0	78.0	39.0	45.0	1
381	210.0	81	81.0	2.6	4.960000	78	male	66.0	145.0	23.40106	110.0	70.0	38.0	39.0	1
382	192.0	85	69.0	2.8	4.380000	51	male	65.0	143.0	23.79385	130.0	110.0	NaN	NaN	1
383	169.0	104	58.0	2.9	4.820000	25	female	60.0	150.0	29.29167	140.0	95.0	40.0	42.0	1
384	179.0	85	50.0	3.6	4.990000	37	male	66.0	137.5	22.19066	190.0	94.0	33.0	39.0	1
385	301.0	90	118.0	2.6	4.280000	89	female	61.0	118.0	22.29347	218.0	90.0	31.0	41.0	1
386	296.0	369	46.0	6.4	16.110001	53	male	69.0	181.0	26.72611	138.0	94.0	35.0	39.0	3
387	284.0	89	54.0	5.3	4.390000	51	female	63.0	154.0	27.27690	140.0	100.0	32.0	43.0	1
388	194.0	269	38.0	5.1	13.630000	29	female	69.0	168.5	24.88038	120.0	70.0	33.0	40.0	3
389	199.0	76	52.0	3.8	4.490000	41	female	63.0	193.0	34.18468	120.0	78.0	41.0	48.0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample